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Stack Score
Editorial pick✓ Verified working
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Fireworks AI

Fast inference for open-source models with function calling

Try Fireworks AI✓ Free trial available

Best for

Best for teams running open-source LLMs that need function calling and structured outputs at scale.

At a glance

Pricing
paid
Setup time
15 minutes
Learning curve
medium
Last verified
5/21/2026

What we love

  • Top-tier latency benchmarks on open-source models
  • Function calling that actually works on Llama
  • OpenAI SDK compatibility makes integration trivial

Where it falls short

  • Smaller model catalog than Together
  • Pricing can be opaque for dedicated workloads
  • Documentation lighter than the bigger inference providers

Pricing

✓ Pricing verified Jun 21, 2026

3 tiers

Serverless

From $0.20/M tokens

per token

  • Top open-source models
  • Function calling
  • No commit

On-demand GPUs

From $2.90/hr

per GPU-hour

  • Reserved capacity
  • Custom deployments

Enterprise

Custom

annual contract

  • SLA
  • Private deployments
  • Volume pricing

Why we picked it

Fireworks consistently benchmarks at or near the top for Llama latency. The function-calling support is a real differentiator when you want tool-use behaviors on open-source models.
— MoreAI.tools editor

Overview

Inference platform that competes with Together AI on latency for Llama, Mixtral and DeepSeek. Strong function-calling support and an OpenAI-compatible API.

Key features

  • OpenAI-compatible Chat Completions API
  • Function calling and structured outputs on open models
  • Speculative decoding for low latency
  • FireOptimizer for automated model tuning
  • Hosted Llama, Mixtral, DeepSeek, Qwen
  • Vision models including LLaVA
  • Fine-tuning via LoRA

Best use cases

Move off OpenAI without rewriting code

Change the base URL, point at Llama 3.3, keep your function-calling logic intact.

Build an agent on open-source models

Use Fireworks function calling to power tool-using agents without paying GPT-4 prices.

Integrations

Python SDK
OpenAI SDK
LangChain
LlamaIndex
HTTP API

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